Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 2928 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 863.9 KiB |
| Average record size in memory | 302.1 B |
Variable types
| NUM | 21 |
|---|---|
| CAT | 2 |
Reproduction
| Analysis started | 2021-08-10 10:19:19.075569 |
|---|---|
| Analysis finished | 2021-08-10 10:20:41.153233 |
| Duration | 1 minute and 22.08 seconds |
| Version | pandas-profiling v2.7.1 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Country has a high cardinality: 183 distinct values | High cardinality |
under-five deaths is highly correlated with infant deaths | High correlation |
infant deaths is highly correlated with under-five deaths | High correlation |
GDP is highly correlated with percentage expenditure | High correlation |
percentage expenditure is highly correlated with GDP | High correlation |
thinness 5-9 years is highly correlated with thinness 10-19 years | High correlation |
thinness 10-19 years is highly correlated with thinness 5-9 years | High correlation |
df_index is uniformly distributed | Uniform |
Country is uniformly distributed | Uniform |
df_index has unique values | Unique |
infant deaths has 838 (28.6%) zeros | Zeros |
percentage expenditure has 606 (20.7%) zeros | Zeros |
Measles has 973 (33.2%) zeros | Zeros |
under-five deaths has 775 (26.5%) zeros | Zeros |
Income composition of resources has 130 (4.4%) zeros | Zeros |
| Distinct count | 2928 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1467.5273224043715 |
|---|---|
| Minimum | 0 |
| Maximum | 2937 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 146.35 |
| Q1 | 732.75 |
| median | 1465.5 |
| Q3 | 2203.25 |
| 95-th percentile | 2790.65 |
| Maximum | 2937 |
| Range | 2937 |
| Interquartile range (IQR) | 1470.5 |
Descriptive statistics
| Standard deviation | 848.8254023 |
|---|---|
| Coefficient of variation (CV) | 0.5784051781 |
| Kurtosis | -1.201062795 |
| Mean | 1467.527322 |
| Median Absolute Deviation (MAD) | 735.5 |
| Skewness | 0.002318914912 |
| Sum | 4296920 |
| Variance | 720504.5637 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 1080 | 1 | < 0.1% | |
| 1076 | 1 | < 0.1% | |
| 1074 | 1 | < 0.1% | |
| 1072 | 1 | < 0.1% | |
| 1070 | 1 | < 0.1% | |
| 1068 | 1 | < 0.1% | |
| 1066 | 1 | < 0.1% | |
| 1064 | 1 | < 0.1% | |
| 1062 | 1 | < 0.1% | |
| Other values (2918) | 2918 | 99.7% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2937 | 1 | < 0.1% | |
| 2936 | 1 | < 0.1% | |
| 2935 | 1 | < 0.1% | |
| 2934 | 1 | < 0.1% | |
| 2933 | 1 | < 0.1% |
| Distinct count | 183 |
|---|---|
| Unique (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| Dominican Republic | 16 |
|---|---|
| Croatia | 16 |
| United States of America | 16 |
| Cuba | 16 |
| Trinidad and Tobago | 16 |
| Other values (178) |
| Value | Count | Frequency (%) | |
| Dominican Republic | 16 | 0.5% | |
| Croatia | 16 | 0.5% | |
| United States of America | 16 | 0.5% | |
| Cuba | 16 | 0.5% | |
| Trinidad and Tobago | 16 | 0.5% | |
| Poland | 16 | 0.5% | |
| Côte d'Ivoire | 16 | 0.5% | |
| Malta | 16 | 0.5% | |
| Kiribati | 16 | 0.5% | |
| Eritrea | 16 | 0.5% | |
| Other values (173) | 2768 | 94.5% |
Length
| Max length | 52 |
|---|---|
| Mean length | 10.04371585 |
| Min length | 4 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 27 | 48.2% | |
| Uppercase_Letter | 24 | 42.9% | |
| Close_Punctuation | 1 | 1.8% | |
| Open_Punctuation | 1 | 1.8% | |
| Space_Separator | 1 | 1.8% | |
| Other_Punctuation | 1 | 1.8% | |
| Dash_Punctuation | 1 | 1.8% |
| Value | Count | Frequency (%) | |
| Latin | 51 | 91.1% | |
| Common | 5 | 8.9% |
| Value | Count | Frequency (%) | |
| ASCII | 55 | 98.2% | |
| Latin 1 Sup | 1 | 1.8% |
Year
Real number (ℝ≥0)
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.5 |
|---|---|
| Minimum | 2000 |
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 2003.75 |
| median | 2007.5 |
| Q3 | 2011.25 |
| 95-th percentile | 2015 |
| Maximum | 2015 |
| Range | 15 |
| Interquartile range (IQR) | 7.5 |
Descriptive statistics
| Standard deviation | 4.610559618 |
|---|---|
| Coefficient of variation (CV) | 0.002296667307 |
| Kurtosis | -1.209427576 |
| Mean | 2007.5 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0 |
| Sum | 5877960 |
| Variance | 21.25725999 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2015 | 183 | 6.2% | |
| 2013 | 183 | 6.2% | |
| 2011 | 183 | 6.2% | |
| 2009 | 183 | 6.2% | |
| 2007 | 183 | 6.2% | |
| 2005 | 183 | 6.2% | |
| 2003 | 183 | 6.2% | |
| 2001 | 183 | 6.2% | |
| 2014 | 183 | 6.2% | |
| 2012 | 183 | 6.2% | |
| Other values (6) | 1098 | 37.5% |
| Value | Count | Frequency (%) | |
| 2000 | 183 | 6.2% | |
| 2001 | 183 | 6.2% | |
| 2002 | 183 | 6.2% | |
| 2003 | 183 | 6.2% | |
| 2004 | 183 | 6.2% |
| Value | Count | Frequency (%) | |
| 2015 | 183 | 6.2% | |
| 2014 | 183 | 6.2% | |
| 2013 | 183 | 6.2% | |
| 2012 | 183 | 6.2% | |
| 2011 | 183 | 6.2% |
Status
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| Developing | |
|---|---|
| Developed |
| Value | Count | Frequency (%) | |
| Developing | 2416 | 82.5% | |
| Developed | 512 | 17.5% |
Length
| Max length | 10 |
|---|---|
| Mean length | 9.825136612 |
| Min length | 9 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 9 | 90.0% | |
| Uppercase_Letter | 1 | 10.0% |
| Value | Count | Frequency (%) | |
| Latin | 10 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 10 | 100.0% |
Life expectancy
Real number (ℝ≥0)
| Distinct count | 362 |
|---|---|
| Unique (%) | 12.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.22493169398908 |
|---|---|
| Minimum | 36.3 |
| Maximum | 89.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 36.3 |
|---|---|
| 5-th percentile | 51.4 |
| Q1 | 63.1 |
| median | 72.1 |
| Q3 | 75.7 |
| 95-th percentile | 82 |
| Maximum | 89 |
| Range | 52.7 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 9.523867488 |
|---|---|
| Coefficient of variation (CV) | 0.1375785754 |
| Kurtosis | -0.2344773942 |
| Mean | 69.22493169 |
| Median Absolute Deviation (MAD) | 5.8 |
| Skewness | -0.6386047359 |
| Sum | 202690.6 |
| Variance | 90.70405193 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 73 | 45 | 1.5% | |
| 75 | 33 | 1.1% | |
| 78 | 31 | 1.1% | |
| 73.6 | 28 | 1.0% | |
| 76 | 25 | 0.9% | |
| 73.9 | 25 | 0.9% | |
| 81 | 25 | 0.9% | |
| 74.7 | 24 | 0.8% | |
| 74.5 | 24 | 0.8% | |
| 74.2 | 23 | 0.8% | |
| Other values (352) | 2645 | 90.3% |
| Value | Count | Frequency (%) | |
| 36.3 | 1 | < 0.1% | |
| 39 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 41.5 | 1 | < 0.1% | |
| 42.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 89 | 11 | 0.4% | |
| 88 | 10 | 0.3% | |
| 87 | 9 | 0.3% | |
| 86 | 15 | 0.5% | |
| 85 | 12 | 0.4% |
Adult Mortality
Real number (ℝ≥0)
| Distinct count | 425 |
|---|---|
| Unique (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.79644808743168 |
|---|---|
| Minimum | 1.0 |
| Maximum | 723.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 74 |
| median | 144 |
| Q3 | 228 |
| 95-th percentile | 398.3 |
| Maximum | 723 |
| Range | 722 |
| Interquartile range (IQR) | 154 |
Descriptive statistics
| Standard deviation | 124.292079 |
|---|---|
| Coefficient of variation (CV) | 0.754215764 |
| Kurtosis | 1.748860208 |
| Mean | 164.7964481 |
| Median Absolute Deviation (MAD) | 76 |
| Skewness | 1.174369488 |
| Sum | 482524 |
| Variance | 15448.5209 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 12 | 34 | 1.2% | |
| 14 | 30 | 1.0% | |
| 16 | 29 | 1.0% | |
| 138 | 25 | 0.9% | |
| 11 | 25 | 0.9% | |
| 19 | 23 | 0.8% | |
| 144 | 22 | 0.8% | |
| 13 | 21 | 0.7% | |
| 15 | 21 | 0.7% | |
| 17 | 21 | 0.7% | |
| Other values (415) | 2677 | 91.4% |
| Value | Count | Frequency (%) | |
| 1 | 12 | 0.4% | |
| 2 | 8 | 0.3% | |
| 3 | 6 | 0.2% | |
| 4 | 4 | 0.1% | |
| 5 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 723 | 1 | < 0.1% | |
| 717 | 1 | < 0.1% | |
| 715 | 1 | < 0.1% | |
| 699 | 1 | < 0.1% | |
| 693 | 1 | < 0.1% |
| Distinct count | 209 |
|---|---|
| Unique (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.407445355191257 |
|---|---|
| Minimum | 0 |
| Maximum | 1800 |
| Zeros | 838 |
| Zeros (%) | 28.6% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 22 |
| 95-th percentile | 94.65 |
| Maximum | 1800 |
| Range | 1800 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 118.1144496 |
|---|---|
| Coefficient of variation (CV) | 3.884392399 |
| Kurtosis | 115.6574795 |
| Mean | 30.40744536 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 9.771044493 |
| Sum | 89033 |
| Variance | 13951.0232 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 838 | 28.6% | |
| 1 | 342 | 11.7% | |
| 2 | 203 | 6.9% | |
| 3 | 175 | 6.0% | |
| 4 | 96 | 3.3% | |
| 8 | 57 | 1.9% | |
| 7 | 53 | 1.8% | |
| 10 | 48 | 1.6% | |
| 9 | 48 | 1.6% | |
| 6 | 46 | 1.6% | |
| Other values (199) | 1022 | 34.9% |
| Value | Count | Frequency (%) | |
| 0 | 838 | 28.6% | |
| 1 | 342 | 11.7% | |
| 2 | 203 | 6.9% | |
| 3 | 175 | 6.0% | |
| 4 | 96 | 3.3% |
| Value | Count | Frequency (%) | |
| 1800 | 2 | 0.1% | |
| 1700 | 2 | 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1500 | 2 | 0.1% | |
| 1400 | 1 | < 0.1% |
Alcohol
Real number (ℝ≥0)
| Distinct count | 1076 |
|---|---|
| Unique (%) | 36.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.559166666666667 |
|---|---|
| Minimum | 0.01 |
| Maximum | 17.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 1.1075 |
| median | 3.77 |
| Q3 | 7.4 |
| 95-th percentile | 11.89 |
| Maximum | 17.87 |
| Range | 17.86 |
| Interquartile range (IQR) | 6.2925 |
Descriptive statistics
| Standard deviation | 3.920534029 |
|---|---|
| Coefficient of variation (CV) | 0.8599233842 |
| Kurtosis | -0.6268158983 |
| Mean | 4.559166667 |
| Median Absolute Deviation (MAD) | 3.1 |
| Skewness | 0.6470018137 |
| Sum | 13349.24 |
| Variance | 15.37058707 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.01 | 280 | 9.6% | |
| 3.77 | 196 | 6.7% | |
| 0.03 | 15 | 0.5% | |
| 0.04 | 13 | 0.4% | |
| 0.02 | 12 | 0.4% | |
| 0.09 | 12 | 0.4% | |
| 1.18 | 10 | 0.3% | |
| 0.06 | 10 | 0.3% | |
| 0.21 | 10 | 0.3% | |
| 0.56 | 9 | 0.3% | |
| Other values (1066) | 2361 | 80.6% |
| Value | Count | Frequency (%) | |
| 0.01 | 280 | 9.6% | |
| 0.02 | 12 | 0.4% | |
| 0.03 | 15 | 0.5% | |
| 0.04 | 13 | 0.4% | |
| 0.05 | 9 | 0.3% |
| Value | Count | Frequency (%) | |
| 17.87 | 1 | < 0.1% | |
| 17.31 | 1 | < 0.1% | |
| 16.99 | 1 | < 0.1% | |
| 16.58 | 1 | < 0.1% | |
| 16.35 | 1 | < 0.1% |
| Distinct count | 2323 |
|---|---|
| Unique (%) | 79.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 740.3211850204337 |
|---|---|
| Minimum | 0.0 |
| Maximum | 19479.91161 |
| Zeros | 606 |
| Zeros (%) | 20.7% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.853963995 |
| median | 65.61145482 |
| Q3 | 442.6143215 |
| 95-th percentile | 4507.913607 |
| Maximum | 19479.91161 |
| Range | 19479.91161 |
| Interquartile range (IQR) | 437.7603575 |
Descriptive statistics
| Standard deviation | 1990.930605 |
|---|---|
| Coefficient of variation (CV) | 2.689279525 |
| Kurtosis | 26.47582908 |
| Mean | 740.321185 |
| Median Absolute Deviation (MAD) | 65.61145482 |
| Skewness | 4.643789672 |
| Sum | 2167660.43 |
| Variance | 3963804.673 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 606 | 20.7% | |
| 345.9044258 | 1 | < 0.1% | |
| 2698.01817 | 1 | < 0.1% | |
| 3.43334364 | 1 | < 0.1% | |
| 8.758214538 | 1 | < 0.1% | |
| 5.103249438 | 1 | < 0.1% | |
| 70.27113179 | 1 | < 0.1% | |
| 6164.455402 | 1 | < 0.1% | |
| 0.962497052 | 1 | < 0.1% | |
| 253.4022338 | 1 | < 0.1% | |
| Other values (2313) | 2313 | 79.0% |
| Value | Count | Frequency (%) | |
| 0 | 606 | 20.7% | |
| 0.09987219 | 1 | < 0.1% | |
| 0.108055973 | 1 | < 0.1% | |
| 0.27564826 | 1 | < 0.1% | |
| 0.328418056 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 19479.91161 | 1 | < 0.1% | |
| 19099.04506 | 1 | < 0.1% | |
| 18961.3486 | 1 | < 0.1% | |
| 18822.86732 | 1 | < 0.1% | |
| 18379.32974 | 1 | < 0.1% |
Hepatitis B
Real number (ℝ≥0)
| Distinct count | 87 |
|---|---|
| Unique (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.0457650273224 |
|---|---|
| Minimum | 1.0 |
| Maximum | 99.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 82 |
| median | 92 |
| Q3 | 96 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 22.94204659 |
|---|---|
| Coefficient of variation (CV) | 0.2762578752 |
| Kurtosis | 4.43071141 |
| Mean | 83.04576503 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -2.286144918 |
| Sum | 243158 |
| Variance | 526.3375017 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 92 | 645 | 22.0% | |
| 99 | 237 | 8.1% | |
| 98 | 209 | 7.1% | |
| 96 | 166 | 5.7% | |
| 97 | 154 | 5.3% | |
| 95 | 149 | 5.1% | |
| 94 | 127 | 4.3% | |
| 93 | 101 | 3.4% | |
| 91 | 75 | 2.6% | |
| 89 | 71 | 2.4% | |
| Other values (77) | 994 | 33.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 4 | 0.1% | |
| 4 | 4 | 0.1% | |
| 5 | 9 | 0.3% | |
| 6 | 17 | 0.6% |
| Value | Count | Frequency (%) | |
| 99 | 237 | 8.1% | |
| 98 | 209 | 7.1% | |
| 97 | 154 | 5.3% | |
| 96 | 166 | 5.7% | |
| 95 | 149 | 5.1% |
| Distinct count | 958 |
|---|---|
| Unique (%) | 32.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2427.85587431694 |
|---|---|
| Minimum | 0 |
| Maximum | 212183 |
| Zeros | 973 |
| Zeros (%) | 33.2% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 362.25 |
| 95-th percentile | 9994.05 |
| Maximum | 212183 |
| Range | 212183 |
| Interquartile range (IQR) | 362.25 |
Descriptive statistics
| Standard deviation | 11485.97094 |
|---|---|
| Coefficient of variation (CV) | 4.73091136 |
| Kurtosis | 114.4679785 |
| Mean | 2427.855874 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 9.425290043 |
| Sum | 7108762 |
| Variance | 131927528.4 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 973 | 33.2% | |
| 1 | 104 | 3.6% | |
| 2 | 68 | 2.3% | |
| 3 | 44 | 1.5% | |
| 4 | 33 | 1.1% | |
| 6 | 29 | 1.0% | |
| 7 | 28 | 1.0% | |
| 5 | 25 | 0.9% | |
| 8 | 24 | 0.8% | |
| 9 | 22 | 0.8% | |
| Other values (948) | 1578 | 53.9% |
| Value | Count | Frequency (%) | |
| 0 | 973 | 33.2% | |
| 1 | 104 | 3.6% | |
| 2 | 68 | 2.3% | |
| 3 | 44 | 1.5% | |
| 4 | 33 | 1.1% |
| Value | Count | Frequency (%) | |
| 212183 | 1 | < 0.1% | |
| 182485 | 1 | < 0.1% | |
| 168107 | 1 | < 0.1% | |
| 141258 | 1 | < 0.1% | |
| 133802 | 1 | < 0.1% |
BMI
Real number (ℝ≥0)
| Distinct count | 603 |
|---|---|
| Unique (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.29129098360656 |
|---|---|
| Minimum | 1.0 |
| Maximum | 77.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 19.4 |
| median | 43.35 |
| Q3 | 56.1 |
| 95-th percentile | 64.5 |
| Maximum | 77.6 |
| Range | 76.6 |
| Interquartile range (IQR) | 36.7 |
Descriptive statistics
| Standard deviation | 19.85730792 |
|---|---|
| Coefficient of variation (CV) | 0.5185854906 |
| Kurtosis | -1.294107361 |
| Mean | 38.29129098 |
| Median Absolute Deviation (MAD) | 16.15 |
| Skewness | -0.239841994 |
| Sum | 112116.9 |
| Variance | 394.3126778 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 43.35 | 32 | 1.1% | |
| 58.5 | 18 | 0.6% | |
| 55.8 | 16 | 0.5% | |
| 57 | 16 | 0.5% | |
| 59.9 | 15 | 0.5% | |
| 54.2 | 15 | 0.5% | |
| 59.3 | 14 | 0.5% | |
| 55 | 13 | 0.4% | |
| 52.8 | 13 | 0.4% | |
| 59.4 | 13 | 0.4% | |
| Other values (593) | 2763 | 94.4% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 1.4 | 2 | 0.1% | |
| 1.8 | 1 | < 0.1% | |
| 1.9 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 77.6 | 1 | < 0.1% | |
| 77.1 | 1 | < 0.1% | |
| 76.7 | 1 | < 0.1% | |
| 76.2 | 1 | < 0.1% | |
| 75.7 | 1 | < 0.1% |
| Distinct count | 252 |
|---|---|
| Unique (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.17930327868852 |
|---|---|
| Minimum | 0 |
| Maximum | 2500 |
| Zeros | 775 |
| Zeros (%) | 26.5% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 28 |
| 95-th percentile | 138 |
| Maximum | 2500 |
| Range | 2500 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 160.7005471 |
|---|---|
| Coefficient of variation (CV) | 3.809938395 |
| Kurtosis | 109.3884348 |
| Mean | 42.17930328 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 9.479622923 |
| Sum | 123501 |
| Variance | 25824.66582 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 775 | 26.5% | |
| 1 | 361 | 12.3% | |
| 2 | 163 | 5.6% | |
| 4 | 161 | 5.5% | |
| 3 | 129 | 4.4% | |
| 12 | 53 | 1.8% | |
| 8 | 49 | 1.7% | |
| 6 | 48 | 1.6% | |
| 10 | 47 | 1.6% | |
| 5 | 44 | 1.5% | |
| Other values (242) | 1098 | 37.5% |
| Value | Count | Frequency (%) | |
| 0 | 775 | 26.5% | |
| 1 | 361 | 12.3% | |
| 2 | 163 | 5.6% | |
| 3 | 129 | 4.4% | |
| 4 | 161 | 5.5% |
| Value | Count | Frequency (%) | |
| 2500 | 1 | < 0.1% | |
| 2400 | 1 | < 0.1% | |
| 2300 | 1 | < 0.1% | |
| 2200 | 1 | < 0.1% | |
| 2100 | 1 | < 0.1% |
Polio
Real number (ℝ≥0)
| Distinct count | 73 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.61612021857924 |
|---|---|
| Minimum | 3.0 |
| Maximum | 99.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 96 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 23.35563438 |
|---|---|
| Coefficient of variation (CV) | 0.2827006923 |
| Kurtosis | 3.829795249 |
| Mean | 82.61612022 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.108850504 |
| Sum | 241900 |
| Variance | 545.4856574 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 99 | 373 | 12.7% | |
| 98 | 254 | 8.7% | |
| 97 | 205 | 7.0% | |
| 96 | 205 | 7.0% | |
| 95 | 180 | 6.1% | |
| 94 | 159 | 5.4% | |
| 93 | 139 | 4.7% | |
| 92 | 96 | 3.3% | |
| 91 | 88 | 3.0% | |
| 88 | 70 | 2.4% | |
| Other values (63) | 1159 | 39.6% |
| Value | Count | Frequency (%) | |
| 3 | 7 | 0.2% | |
| 4 | 11 | 0.4% | |
| 5 | 8 | 0.3% | |
| 6 | 11 | 0.4% | |
| 7 | 24 | 0.8% |
| Value | Count | Frequency (%) | |
| 99 | 373 | 12.7% | |
| 98 | 254 | 8.7% | |
| 97 | 205 | 7.0% | |
| 96 | 205 | 7.0% | |
| 95 | 180 | 6.1% |
Total expenditure
Real number (ℝ≥0)
| Distinct count | 816 |
|---|---|
| Unique (%) | 27.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.916256830601094 |
|---|---|
| Minimum | 0.37 |
| Maximum | 17.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.37 |
|---|---|
| 5-th percentile | 1.9835 |
| Q1 | 4.37 |
| median | 5.75 |
| Q3 | 7.33 |
| 95-th percentile | 9.6865 |
| Maximum | 17.6 |
| Range | 17.23 |
| Interquartile range (IQR) | 2.96 |
Descriptive statistics
| Standard deviation | 2.385962519 |
|---|---|
| Coefficient of variation (CV) | 0.4032892059 |
| Kurtosis | 1.338509037 |
| Mean | 5.916256831 |
| Median Absolute Deviation (MAD) | 1.45 |
| Skewness | 0.6179607831 |
| Sum | 17322.8 |
| Variance | 5.692817142 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5.75 | 229 | 7.8% | |
| 4.6 | 15 | 0.5% | |
| 6.7 | 12 | 0.4% | |
| 5.6 | 11 | 0.4% | |
| 5.64 | 10 | 0.3% | |
| 5.3 | 10 | 0.3% | |
| 3.4 | 10 | 0.3% | |
| 5.9 | 10 | 0.3% | |
| 9.1 | 10 | 0.3% | |
| 5.25 | 10 | 0.3% | |
| Other values (806) | 2601 | 88.8% |
| Value | Count | Frequency (%) | |
| 0.37 | 1 | < 0.1% | |
| 0.65 | 1 | < 0.1% | |
| 0.74 | 1 | < 0.1% | |
| 0.76 | 1 | < 0.1% | |
| 0.92 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 17.6 | 1 | < 0.1% | |
| 17.2 | 2 | 0.1% | |
| 17.14 | 1 | < 0.1% | |
| 17 | 1 | < 0.1% | |
| 16.9 | 1 | < 0.1% |
Diphtheria
Real number (ℝ≥0)
| Distinct count | 81 |
|---|---|
| Unique (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.39071038251366 |
|---|---|
| Minimum | 2.0 |
| Maximum | 99.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 97 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 23.64513172 |
|---|---|
| Coefficient of variation (CV) | 0.2869878365 |
| Kurtosis | 3.609373309 |
| Mean | 82.39071038 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -2.083449761 |
| Sum | 241240 |
| Variance | 559.092254 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 99 | 347 | 11.9% | |
| 98 | 253 | 8.6% | |
| 97 | 205 | 7.0% | |
| 95 | 200 | 6.8% | |
| 96 | 199 | 6.8% | |
| 94 | 149 | 5.1% | |
| 93 | 139 | 4.7% | |
| 92 | 100 | 3.4% | |
| 91 | 91 | 3.1% | |
| 89 | 76 | 2.6% | |
| Other values (71) | 1169 | 39.9% |
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 4 | 0.1% | |
| 4 | 12 | 0.4% | |
| 5 | 10 | 0.3% | |
| 6 | 16 | 0.5% |
| Value | Count | Frequency (%) | |
| 99 | 347 | 11.9% | |
| 98 | 253 | 8.6% | |
| 97 | 205 | 7.0% | |
| 96 | 199 | 6.8% | |
| 95 | 200 | 6.8% |
HIV/AIDS
Real number (ℝ≥0)
| Distinct count | 200 |
|---|---|
| Unique (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7477117486338798 |
|---|---|
| Minimum | 0.1 |
| Maximum | 50.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.1 |
| median | 0.1 |
| Q3 | 0.8 |
| 95-th percentile | 8.565 |
| Maximum | 50.6 |
| Range | 50.5 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 5.08554241 |
|---|---|
| Coefficient of variation (CV) | 2.909829046 |
| Kurtosis | 34.76639831 |
| Mean | 1.747711749 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.386623166 |
| Sum | 5117.3 |
| Variance | 25.8627416 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.1 | 1771 | 60.5% | |
| 0.2 | 124 | 4.2% | |
| 0.3 | 115 | 3.9% | |
| 0.4 | 69 | 2.4% | |
| 0.5 | 42 | 1.4% | |
| 0.6 | 35 | 1.2% | |
| 0.8 | 32 | 1.1% | |
| 0.9 | 32 | 1.1% | |
| 0.7 | 29 | 1.0% | |
| 1.5 | 21 | 0.7% | |
| Other values (190) | 658 | 22.5% |
| Value | Count | Frequency (%) | |
| 0.1 | 1771 | 60.5% | |
| 0.2 | 124 | 4.2% | |
| 0.3 | 115 | 3.9% | |
| 0.4 | 69 | 2.4% | |
| 0.5 | 42 | 1.4% |
| Value | Count | Frequency (%) | |
| 50.6 | 1 | < 0.1% | |
| 50.3 | 1 | < 0.1% | |
| 49.9 | 1 | < 0.1% | |
| 49.1 | 1 | < 0.1% | |
| 48.8 | 1 | < 0.1% |
| Distinct count | 2485 |
|---|---|
| Unique (%) | 84.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6627.389706998224 |
|---|---|
| Minimum | 1.68135 |
| Maximum | 119172.7418 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1.68135 |
|---|---|
| 5-th percentile | 81.7460741 |
| Q1 | 578.7970947 |
| median | 1764.97387 |
| Q3 | 4793.630903 |
| 95-th percentile | 37695.26354 |
| Maximum | 119172.7418 |
| Range | 119171.0605 |
| Interquartile range (IQR) | 4214.833808 |
Descriptive statistics
| Standard deviation | 13316.39253 |
|---|---|
| Coefficient of variation (CV) | 2.00929674 |
| Kurtosis | 15.08035247 |
| Mean | 6627.389707 |
| Median Absolute Deviation (MAD) | 1427.131622 |
| Skewness | 3.536630377 |
| Sum | 19404997.06 |
| Variance | 177326310.1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1764.97387 | 444 | 15.2% | |
| 965.6693779 | 1 | < 0.1% | |
| 1276.265 | 1 | < 0.1% | |
| 3638.95946 | 1 | < 0.1% | |
| 2158.299 | 1 | < 0.1% | |
| 1768.92132 | 1 | < 0.1% | |
| 261.456882 | 1 | < 0.1% | |
| 558.221144 | 1 | < 0.1% | |
| 38532.488 | 1 | < 0.1% | |
| 5.6687264 | 1 | < 0.1% | |
| Other values (2475) | 2475 | 84.5% |
| Value | Count | Frequency (%) | |
| 1.68135 | 1 | < 0.1% | |
| 3.685949 | 1 | < 0.1% | |
| 4.6135745 | 1 | < 0.1% | |
| 5.6687264 | 1 | < 0.1% | |
| 8.376432 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 119172.7418 | 1 | < 0.1% | |
| 115761.577 | 1 | < 0.1% | |
| 114293.8433 | 1 | < 0.1% | |
| 113751.85 | 1 | < 0.1% | |
| 89739.7117 | 1 | < 0.1% |
Population
Real number (ℝ≥0)
| Distinct count | 2278 |
|---|---|
| Unique (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10263150.47795082 |
|---|---|
| Minimum | 34.0 |
| Maximum | 1293859294.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 34 |
|---|---|
| 5-th percentile | 14936.05 |
| Q1 | 418120.5 |
| median | 1391756.5 |
| Q3 | 4592776.75 |
| 95-th percentile | 41358873.85 |
| Maximum | 1293859294 |
| Range | 1293859260 |
| Interquartile range (IQR) | 4174656.25 |
Descriptive statistics
| Standard deviation | 54111788.44 |
|---|---|
| Coefficient of variation (CV) | 5.272434479 |
| Kurtosis | 379.866251 |
| Mean | 10263150.48 |
| Median Absolute Deviation (MAD) | 1224063.5 |
| Skewness | 17.9433003 |
| Sum | 3.00505046e+10 |
| Variance | 2.928085649e+15 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1391756.5 | 644 | 22.0% | |
| 444 | 4 | 0.1% | |
| 1141 | 2 | 0.1% | |
| 26868 | 2 | 0.1% | |
| 718239 | 2 | 0.1% | |
| 127445 | 2 | 0.1% | |
| 851967 | 1 | < 0.1% | |
| 13281 | 1 | < 0.1% | |
| 216375 | 1 | < 0.1% | |
| 322817 | 1 | < 0.1% | |
| Other values (2268) | 2268 | 77.5% |
| Value | Count | Frequency (%) | |
| 34 | 1 | < 0.1% | |
| 36 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 43 | 1 | < 0.1% | |
| 123 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1293859294 | 1 | < 0.1% | |
| 1179681239 | 1 | < 0.1% | |
| 1161977719 | 1 | < 0.1% | |
| 1144118674 | 1 | < 0.1% | |
| 1126135777 | 1 | < 0.1% |
| Distinct count | 200 |
|---|---|
| Unique (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.833674863387978 |
|---|---|
| Minimum | 0.1 |
| Maximum | 27.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 1.6 |
| median | 3.3 |
| Q3 | 7.1 |
| 95-th percentile | 13.8 |
| Maximum | 27.7 |
| Range | 27.6 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 4.399552717 |
|---|---|
| Coefficient of variation (CV) | 0.9101879712 |
| Kurtosis | 4.050770945 |
| Mean | 4.833674863 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 1.727661542 |
| Sum | 14153 |
| Variance | 19.35606411 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 74 | 2.5% | |
| 3.3 | 70 | 2.4% | |
| 1.9 | 65 | 2.2% | |
| 0.8 | 64 | 2.2% | |
| 0.7 | 63 | 2.2% | |
| 1.2 | 62 | 2.1% | |
| 2.1 | 61 | 2.1% | |
| 1.5 | 60 | 2.0% | |
| 2.2 | 58 | 2.0% | |
| 2 | 57 | 1.9% | |
| Other values (190) | 2294 | 78.3% |
| Value | Count | Frequency (%) | |
| 0.1 | 23 | 0.8% | |
| 0.2 | 39 | 1.3% | |
| 0.3 | 32 | 1.1% | |
| 0.4 | 5 | 0.2% | |
| 0.5 | 35 | 1.2% |
| Value | Count | Frequency (%) | |
| 27.7 | 1 | < 0.1% | |
| 27.5 | 1 | < 0.1% | |
| 27.4 | 1 | < 0.1% | |
| 27.3 | 1 | < 0.1% | |
| 27.2 | 2 | 0.1% |
| Distinct count | 207 |
|---|---|
| Unique (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.865232240437158 |
|---|---|
| Minimum | 0.1 |
| Maximum | 28.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 1.6 |
| median | 3.4 |
| Q3 | 7.2 |
| 95-th percentile | 13.8 |
| Maximum | 28.6 |
| Range | 28.5 |
| Interquartile range (IQR) | 5.6 |
Descriptive statistics
| Standard deviation | 4.487535051 |
|---|---|
| Coefficient of variation (CV) | 0.9223681069 |
| Kurtosis | 4.443803209 |
| Mean | 4.86523224 |
| Median Absolute Deviation (MAD) | 2.4 |
| Skewness | 1.793649837 |
| Sum | 14245.4 |
| Variance | 20.13797084 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3.4 | 79 | 2.7% | |
| 0.9 | 69 | 2.4% | |
| 1.1 | 67 | 2.3% | |
| 0.5 | 63 | 2.2% | |
| 1.9 | 63 | 2.2% | |
| 1 | 62 | 2.1% | |
| 2.1 | 61 | 2.1% | |
| 1.3 | 59 | 2.0% | |
| 1.5 | 57 | 1.9% | |
| 1.7 | 55 | 1.9% | |
| Other values (197) | 2293 | 78.3% |
| Value | Count | Frequency (%) | |
| 0.1 | 31 | 1.1% | |
| 0.2 | 45 | 1.5% | |
| 0.3 | 25 | 0.9% | |
| 0.4 | 17 | 0.6% | |
| 0.5 | 63 | 2.2% |
| Value | Count | Frequency (%) | |
| 28.6 | 1 | < 0.1% | |
| 28.5 | 1 | < 0.1% | |
| 28.4 | 1 | < 0.1% | |
| 28.3 | 1 | < 0.1% | |
| 28.2 | 1 | < 0.1% |
| Distinct count | 625 |
|---|---|
| Unique (%) | 21.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6301280737704917 |
|---|---|
| Minimum | 0.0 |
| Maximum | 0.948 |
| Zeros | 130 |
| Zeros (%) | 4.4% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.291 |
| Q1 | 0.504 |
| median | 0.677 |
| Q3 | 0.773 |
| 95-th percentile | 0.89 |
| Maximum | 0.948 |
| Range | 0.948 |
| Interquartile range (IQR) | 0.269 |
Descriptive statistics
| Standard deviation | 0.2054400437 |
|---|---|
| Coefficient of variation (CV) | 0.3260290284 |
| Kurtosis | 1.67696235 |
| Mean | 0.6301280738 |
| Median Absolute Deviation (MAD) | 0.118 |
| Skewness | -1.208178493 |
| Sum | 1845.015 |
| Variance | 0.04220561154 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.677 | 169 | 5.8% | |
| 0 | 130 | 4.4% | |
| 0.7 | 17 | 0.6% | |
| 0.739 | 13 | 0.4% | |
| 0.636 | 12 | 0.4% | |
| 0.714 | 12 | 0.4% | |
| 0.86 | 11 | 0.4% | |
| 0.703 | 11 | 0.4% | |
| 0.723 | 11 | 0.4% | |
| 0.734 | 11 | 0.4% | |
| Other values (615) | 2531 | 86.4% |
| Value | Count | Frequency (%) | |
| 0 | 130 | 4.4% | |
| 0.253 | 1 | < 0.1% | |
| 0.255 | 1 | < 0.1% | |
| 0.261 | 1 | < 0.1% | |
| 0.266 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.948 | 1 | < 0.1% | |
| 0.945 | 1 | < 0.1% | |
| 0.942 | 1 | < 0.1% | |
| 0.941 | 1 | < 0.1% | |
| 0.939 | 1 | < 0.1% |
Schooling
Real number (ℝ≥0)
| Distinct count | 173 |
|---|---|
| Unique (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.016051912568306 |
|---|---|
| Minimum | 0.0 |
| Maximum | 20.7 |
| Zeros | 26 |
| Zeros (%) | 0.9% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10.3 |
| median | 12.3 |
| Q3 | 14.1 |
| 95-th percentile | 16.8 |
| Maximum | 20.7 |
| Range | 20.7 |
| Interquartile range (IQR) | 3.8 |
Descriptive statistics
| Standard deviation | 3.254407306 |
|---|---|
| Coefficient of variation (CV) | 0.2708383194 |
| Kurtosis | 1.069917167 |
| Mean | 12.01605191 |
| Median Absolute Deviation (MAD) | 1.9 |
| Skewness | -0.6152058031 |
| Sum | 35183 |
| Variance | 10.59116691 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 12.3 | 204 | 7.0% | |
| 12.9 | 58 | 2.0% | |
| 13.3 | 52 | 1.8% | |
| 12.5 | 49 | 1.7% | |
| 12.8 | 46 | 1.6% | |
| 12.6 | 43 | 1.5% | |
| 12.4 | 42 | 1.4% | |
| 10.7 | 41 | 1.4% | |
| 11.9 | 41 | 1.4% | |
| 11.7 | 40 | 1.4% | |
| Other values (163) | 2312 | 79.0% |
| Value | Count | Frequency (%) | |
| 0 | 26 | 0.9% | |
| 2.8 | 1 | < 0.1% | |
| 2.9 | 4 | 0.1% | |
| 3 | 1 | < 0.1% | |
| 3.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 20.7 | 1 | < 0.1% | |
| 20.6 | 1 | < 0.1% | |
| 20.5 | 1 | < 0.1% | |
| 20.4 | 3 | 0.1% | |
| 20.3 | 4 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Country | Year | Status | Life expectancy | Adult Mortality | infant deaths | Alcohol | percentage expenditure | Hepatitis B | Measles | BMI | under-five deaths | Polio | Total expenditure | Diphtheria | HIV/AIDS | GDP | Population | thinness 10-19 years | thinness 5-9 years | Income composition of resources | Schooling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Afghanistan | 2015 | Developing | 65.0 | 263.0 | 62 | 0.01 | 71.279624 | 65.0 | 1154 | 19.1 | 83 | 6.0 | 8.16 | 65.0 | 0.1 | 584.259210 | 33736494.0 | 17.2 | 17.3 | 0.479 | 10.1 |
| 1 | 1 | Afghanistan | 2014 | Developing | 59.9 | 271.0 | 64 | 0.01 | 73.523582 | 62.0 | 492 | 18.6 | 86 | 58.0 | 8.18 | 62.0 | 0.1 | 612.696514 | 327582.0 | 17.5 | 17.5 | 0.476 | 10.0 |
| 2 | 2 | Afghanistan | 2013 | Developing | 59.9 | 268.0 | 66 | 0.01 | 73.219243 | 64.0 | 430 | 18.1 | 89 | 62.0 | 8.13 | 64.0 | 0.1 | 631.744976 | 31731688.0 | 17.7 | 17.7 | 0.470 | 9.9 |
| 3 | 3 | Afghanistan | 2012 | Developing | 59.5 | 272.0 | 69 | 0.01 | 78.184215 | 67.0 | 2787 | 17.6 | 93 | 67.0 | 8.52 | 67.0 | 0.1 | 669.959000 | 3696958.0 | 17.9 | 18.0 | 0.463 | 9.8 |
| 4 | 4 | Afghanistan | 2011 | Developing | 59.2 | 275.0 | 71 | 0.01 | 7.097109 | 68.0 | 3013 | 17.2 | 97 | 68.0 | 7.87 | 68.0 | 0.1 | 63.537231 | 2978599.0 | 18.2 | 18.2 | 0.454 | 9.5 |
| 5 | 5 | Afghanistan | 2010 | Developing | 58.8 | 279.0 | 74 | 0.01 | 79.679367 | 66.0 | 1989 | 16.7 | 102 | 66.0 | 9.20 | 66.0 | 0.1 | 553.328940 | 2883167.0 | 18.4 | 18.4 | 0.448 | 9.2 |
| 6 | 6 | Afghanistan | 2009 | Developing | 58.6 | 281.0 | 77 | 0.01 | 56.762217 | 63.0 | 2861 | 16.2 | 106 | 63.0 | 9.42 | 63.0 | 0.1 | 445.893298 | 284331.0 | 18.6 | 18.7 | 0.434 | 8.9 |
| 7 | 7 | Afghanistan | 2008 | Developing | 58.1 | 287.0 | 80 | 0.03 | 25.873925 | 64.0 | 1599 | 15.7 | 110 | 64.0 | 8.33 | 64.0 | 0.1 | 373.361116 | 2729431.0 | 18.8 | 18.9 | 0.433 | 8.7 |
| 8 | 8 | Afghanistan | 2007 | Developing | 57.5 | 295.0 | 82 | 0.02 | 10.910156 | 63.0 | 1141 | 15.2 | 113 | 63.0 | 6.73 | 63.0 | 0.1 | 369.835796 | 26616792.0 | 19.0 | 19.1 | 0.415 | 8.4 |
| 9 | 9 | Afghanistan | 2006 | Developing | 57.3 | 295.0 | 84 | 0.03 | 17.171518 | 64.0 | 1990 | 14.7 | 116 | 58.0 | 7.43 | 58.0 | 0.1 | 272.563770 | 2589345.0 | 19.2 | 19.3 | 0.405 | 8.1 |
Last rows
| df_index | Country | Year | Status | Life expectancy | Adult Mortality | infant deaths | Alcohol | percentage expenditure | Hepatitis B | Measles | BMI | under-five deaths | Polio | Total expenditure | Diphtheria | HIV/AIDS | GDP | Population | thinness 10-19 years | thinness 5-9 years | Income composition of resources | Schooling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2918 | 2928 | Zimbabwe | 2009 | Developing | 50.0 | 587.0 | 30 | 4.64 | 1.040021 | 73.0 | 853 | 29.0 | 45 | 69.0 | 6.26 | 73.0 | 18.1 | 65.824121 | 1381599.0 | 7.5 | 7.4 | 0.419 | 9.9 |
| 2919 | 2929 | Zimbabwe | 2008 | Developing | 48.2 | 632.0 | 30 | 3.56 | 20.843429 | 75.0 | 0 | 28.6 | 46 | 75.0 | 4.96 | 75.0 | 20.5 | 325.678573 | 13558469.0 | 7.8 | 7.8 | 0.421 | 9.7 |
| 2920 | 2930 | Zimbabwe | 2007 | Developing | 46.6 | 67.0 | 29 | 3.88 | 29.814566 | 72.0 | 242 | 28.2 | 46 | 73.0 | 4.47 | 73.0 | 23.7 | 396.998217 | 1332999.0 | 8.2 | 8.2 | 0.414 | 9.6 |
| 2921 | 2931 | Zimbabwe | 2006 | Developing | 45.4 | 7.0 | 28 | 4.57 | 34.262169 | 68.0 | 212 | 27.9 | 45 | 71.0 | 5.12 | 7.0 | 26.8 | 414.796232 | 13124267.0 | 8.6 | 8.6 | 0.408 | 9.5 |
| 2922 | 2932 | Zimbabwe | 2005 | Developing | 44.6 | 717.0 | 28 | 4.14 | 8.717409 | 65.0 | 420 | 27.5 | 43 | 69.0 | 6.44 | 68.0 | 30.3 | 444.765750 | 129432.0 | 9.0 | 9.0 | 0.406 | 9.3 |
| 2923 | 2933 | Zimbabwe | 2004 | Developing | 44.3 | 723.0 | 27 | 4.36 | 0.000000 | 68.0 | 31 | 27.1 | 42 | 67.0 | 7.13 | 65.0 | 33.6 | 454.366654 | 12777511.0 | 9.4 | 9.4 | 0.407 | 9.2 |
| 2924 | 2934 | Zimbabwe | 2003 | Developing | 44.5 | 715.0 | 26 | 4.06 | 0.000000 | 7.0 | 998 | 26.7 | 41 | 7.0 | 6.52 | 68.0 | 36.7 | 453.351155 | 12633897.0 | 9.8 | 9.9 | 0.418 | 9.5 |
| 2925 | 2935 | Zimbabwe | 2002 | Developing | 44.8 | 73.0 | 25 | 4.43 | 0.000000 | 73.0 | 304 | 26.3 | 40 | 73.0 | 6.53 | 71.0 | 39.8 | 57.348340 | 125525.0 | 1.2 | 1.3 | 0.427 | 10.0 |
| 2926 | 2936 | Zimbabwe | 2001 | Developing | 45.3 | 686.0 | 25 | 1.72 | 0.000000 | 76.0 | 529 | 25.9 | 39 | 76.0 | 6.16 | 75.0 | 42.1 | 548.587312 | 12366165.0 | 1.6 | 1.7 | 0.427 | 9.8 |
| 2927 | 2937 | Zimbabwe | 2000 | Developing | 46.0 | 665.0 | 24 | 1.68 | 0.000000 | 79.0 | 1483 | 25.5 | 39 | 78.0 | 7.10 | 78.0 | 43.5 | 547.358879 | 12222251.0 | 11.0 | 11.2 | 0.434 | 9.8 |